{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 准备工作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-1-5217410929e2>:14: DeprecationWarning: use options instead of chrome_options\n",
      "  driver = webdriver.Chrome( chrome_options = opts) #desired_capabilities=caps,\n"
     ]
    }
   ],
   "source": [
    "from selenium import webdriver\n",
    "from selenium.webdriver.common.desired_capabilities import DesiredCapabilities\n",
    "\n",
    "\n",
    "#caps=dict()\n",
    "#caps[\"pageLoadStrategy\"] = \"none\"   # Do not wait for full page load\n",
    "\n",
    "opts = webdriver.ChromeOptions()\n",
    "opts.add_argument('--no-sandbox')#解决DevToolsActivePort文件不存在的报错\n",
    "opts.add_argument('window-size=1920x3000') #指定浏览器分辨率\n",
    "opts.add_argument('--disable-gpu') #谷歌文档提到需要加上一这个属性来规避bug\n",
    "opts.add_argument('--hide-scrollbars') #隐藏滚动条, 应对些特殊页面\n",
    "\n",
    "driver = webdriver.Chrome( chrome_options = opts) #desired_capabilities=caps,"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 输入网址"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.get(\"https://mp.weixin.qq.com\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "element=driver.find_element_by_xpath('.//a[@class=\"login__type__container__select-type\"]')\n",
    "# element.get_altribute('innerHTML')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 账号及密码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "payload =  {\"account\": \"wong_trevor@163.com\", \"password\": \"zdn0203..\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "element=driver.find_element_by_xpath('.//input[@name=\"account\"]')\n",
    "element.get_attribute('innerHTML')\n",
    "element.clear()\n",
    "element.send_keys(payload['account'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 登录"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 清空密码input\n",
    "driver.find_element_by_xpath('//form[@class=\"login_form\"]//input[@name=\"password\"]').clear()\n",
    "driver.find_element_by_xpath('//form[@class=\"login_form\"]//input[@name=\"password\"]').send_keys(payload['password'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.find_element_by_xpath('//div[@class=\"login_btn_panel\"]/a').click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 点击展开"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "ename": "ElementNotInteractableException",
     "evalue": "Message: element not interactable\n  (Session info: chrome=90.0.4430.212)\n",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mElementNotInteractableException\u001b[0m           Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-14-b8247c7b9ef1>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0melement\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdriver\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfind_element_by_xpath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'//a[@id=\"m_open\"]'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0melement\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclick\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0mmain_content\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0melement\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_attribute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'innerHTML'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mmain_content\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.8/site-packages/selenium/webdriver/remote/webelement.py\u001b[0m in \u001b[0;36mclick\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     78\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mclick\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     79\u001b[0m         \u001b[0;34m\"\"\"Clicks the element.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 80\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_execute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mCommand\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mCLICK_ELEMENT\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     81\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     82\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0msubmit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.8/site-packages/selenium/webdriver/remote/webelement.py\u001b[0m in \u001b[0;36m_execute\u001b[0;34m(self, command, params)\u001b[0m\n\u001b[1;32m    631\u001b[0m             \u001b[0mparams\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    632\u001b[0m         \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'id'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_id\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 633\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_parent\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcommand\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    634\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    635\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mfind_element\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mby\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mBy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mID\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.8/site-packages/selenium/webdriver/remote/webdriver.py\u001b[0m in \u001b[0;36mexecute\u001b[0;34m(self, driver_command, params)\u001b[0m\n\u001b[1;32m    319\u001b[0m         \u001b[0mresponse\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcommand_executor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdriver_command\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    320\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mresponse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 321\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merror_handler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcheck_response\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresponse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    322\u001b[0m             response['value'] = self._unwrap_value(\n\u001b[1;32m    323\u001b[0m                 response.get('value', None))\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.8/site-packages/selenium/webdriver/remote/errorhandler.py\u001b[0m in \u001b[0;36mcheck_response\u001b[0;34m(self, response)\u001b[0m\n\u001b[1;32m    240\u001b[0m                 \u001b[0malert_text\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'alert'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'text'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    241\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mexception_class\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmessage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscreen\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstacktrace\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malert_text\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 242\u001b[0;31m         \u001b[0;32mraise\u001b[0m \u001b[0mexception_class\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmessage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscreen\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstacktrace\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    243\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    244\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_value_or_default\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdefault\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mElementNotInteractableException\u001b[0m: Message: element not interactable\n  (Session info: chrome=90.0.4430.212)\n"
     ]
    }
   ],
   "source": [
    "element = driver.find_element_by_xpath('//a[@id=\"m_open\"]')\n",
    "element.click()\n",
    "main_content = element.get_attribute('innerHTML')\n",
    "main_content"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 找到图文素材 并点击"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://mp.weixin.qq.com/cgi-bin/appmsg?begin=0&count=10&type=10&action=list_card&token=228531140&lang=zh_CN'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "element = driver.find_element_by_xpath('//li[@title[contains(.,\"图文素材\")]]/a') \n",
    "# main_content = element.get_attribute('innerHTML')\n",
    "# main_content\n",
    "url2= element.get_attribute(\"href\")\n",
    "url2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.get(url2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath('.//i[@class=\"weui-desktop-card__icon-add\"]')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 找到写新图文并点击"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "### 写新图文\n",
    "element = driver.find_element_by_xpath('//a/i[@class=\"icon-svg-editor-appmsg\"]')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 找到所有窗口信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['CDwindow-E6D61C4343653516E8FB8492A2FE394D',\n",
       " 'CDwindow-9C808EEAD725A76CA71CF752658D2F59']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "driver.window_handles"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 当前窗口信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'CDwindow-E6D61C4343653516E8FB8492A2FE394D'"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "driver.current_window_handle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 转为当前窗口"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-21-6c6d5ce6602d>:1: DeprecationWarning: use driver.switch_to.window instead\n",
      "  driver.switch_to_window(driver.window_handles[1])\n"
     ]
    }
   ],
   "source": [
    "driver.switch_to_window(driver.window_handles[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath('//li[text()[contains(.,\"超链接\")]]') \n",
    "element.click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 选择其它公众号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "选择其他公众号\n"
     ]
    }
   ],
   "source": [
    "# 点 选择其他公众号\n",
    "element = driver.find_element_by_xpath('//button[@class=\"weui-desktop-btn weui-desktop-btn_default\"]') \n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 需入想要找寻的公众号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.find_element_by_xpath('//form//div[@class=\"inner_link_account_area\"]//input[@class=\"weui-desktop-form__input\"]').clear()\n",
    "driver.find_element_by_xpath('//form//div[@class=\"inner_link_account_area\"]//input[@class=\"weui-desktop-form__input\"]').send_keys('南方都市报')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath('//button[@class=\"weui-desktop-icon-btn weui-desktop-search__btn\"]')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 选择公众号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath('//strong[text()[contains(.,\"南方都市报\")]]') \n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "html_raw = dict()\n",
    "main_content =\"\"\n",
    "element = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "from random import random"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 设置翻页时间，并将页面内容存下"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_pages (pages):\n",
    "    for p in pages:\n",
    "        print (p,end='\\t')\n",
    "\n",
    "        跳转_input = driver.find_element_by_xpath('//span[@class=\"weui-desktop-pagination__form\"]/input')\n",
    "        跳转_a = driver.find_element_by_xpath('//span[@class=\"weui-desktop-pagination__form\"]/a')\n",
    "        跳转_input.clear()\n",
    "        跳转_input.send_keys(p)\n",
    "        跳转_a.click()\n",
    "\n",
    "        time.sleep(30+120*random())\n",
    "\n",
    "        element = driver.find_element_by_xpath('//div[@class=\"inner_link_article_list\"]')\n",
    "        main_content = element.get_attribute('innerHTML')\n",
    "        #print(main_content)\n",
    "        html_raw[p] = main_content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\t2\t3\t4\t5\t6\t7\t8\t9\t10\t11\t12\t13\t14\t15\t16\t17\t18\t19\t20\t21\t22\t23\t24\t25\t26\t27\t28\t29\t30\t"
     ]
    }
   ],
   "source": [
    "pages=[page for page in range(1,31)]\n",
    "process_pages(pages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>html_snippets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        html_snippets\n",
       "1   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "2   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "3   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "4   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "5   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "6   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "7   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "8   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "9   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "10  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "11  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "12  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "13  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "14  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "15  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "16  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "17  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "18  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "19  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "20  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "21  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "22  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "23  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "24  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "25  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "26  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "27  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "28  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "29  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "30  <div class=\"weui-desktop-radio-group\"><label c..."
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame([html_raw]).T\n",
    "df.columns = [\"html_snippets\"]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from lxml.html import fromstring"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored 'html_raw' (dict)\n"
     ]
    }
   ],
   "source": [
    "%store html_raw\n",
    "import pickle \n",
    "filehandler = open(\"html_raw\", 'wb') \n",
    "pickle.dump(html_raw, filehandler)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>html_snippets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [html_snippets]\n",
       "Index: []"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_out = df[~df.duplicated()]\n",
    "print (len(df_out))\n",
    "df[df.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[11]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[11]"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "try_again = list(df[df.duplicated()].index)\n",
    "print(try_again)\n",
    "try_again = try_again + list (set(pages).difference(set(df.index.values)))\n",
    "try_again"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = '南方都市报tsv'\n",
    "df_out.to_csv(filename, sep=\"\\t\", encoding=\"utf8\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 爬取页面内容，如标题、时间、链接"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "40,40,40,40,40,40,40,40,40,40,39,39,40,40,40,40,40,40,40,39,40,40,40,40,40,40,40,40,40,39,"
     ]
    }
   ],
   "source": [
    "def parse_html_snippets(_snippet_):\n",
    "    root = fromstring(_snippet_) \n",
    "    title = [x for x in root.xpath('//div[@class=\"inner_link_article_title\"]/span/text()')]\n",
    "    create_time = [x.text for x in root.xpath('//div[@class=\"inner_link_article_date\"]')]\n",
    "    link = [x for x in root.xpath('//a/@href')]\n",
    "    _df_ = pd.DataFrame({\"title\":title, \"create_time\": create_time, \"link\":link})\n",
    "    return(_df_)\n",
    "    \n",
    "l_df = []\n",
    "for p in pages:\n",
    "    _df_ = parse_html_snippets(df.loc[p,\"html_snippets\"])\n",
    "    print (len(_df_), end=\",\")\n",
    "    l_df.append(_df_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>广州刚刚通报！本土昨日新增2例确诊+2例无症状感染者</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>多图+视频现场直击！深夜，广州荔湾开展全区全员核酸检测</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>孩子爱玩不爱学习？焦虑的家长们多半是没买对玩具！</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>孕妇泰国坠崖案，改判！</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>​重磅！深圳入户政策拟调整</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1191</th>\n",
       "      <td>小区电梯变“水帘洞”，业主称像灾难片现场，物业回应</td>\n",
       "      <td>2021-04-07</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1192</th>\n",
       "      <td>广州一女子猛砸ATM，视频疯传！警方回应</td>\n",
       "      <td>2021-04-07</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193</th>\n",
       "      <td>赵立坚：美国侵犯人权五宗罪！</td>\n",
       "      <td>2021-04-07</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1194</th>\n",
       "      <td>全球最有钱的20位富豪揭晓！中国最有钱的是他</td>\n",
       "      <td>2021-04-07</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1195</th>\n",
       "      <td>香港历史教材，有改动！</td>\n",
       "      <td>2021-04-07</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1196 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            title create_time  \\\n",
       "0      广州刚刚通报！本土昨日新增2例确诊+2例无症状感染者  2021-05-27   \n",
       "1     多图+视频现场直击！深夜，广州荔湾开展全区全员核酸检测  2021-05-27   \n",
       "2        孩子爱玩不爱学习？焦虑的家长们多半是没买对玩具！  2021-05-27   \n",
       "3                     孕妇泰国坠崖案，改判！  2021-05-27   \n",
       "4                   ​重磅！深圳入户政策拟调整  2021-05-27   \n",
       "...                           ...         ...   \n",
       "1191    小区电梯变“水帘洞”，业主称像灾难片现场，物业回应  2021-04-07   \n",
       "1192         广州一女子猛砸ATM，视频疯传！警方回应  2021-04-07   \n",
       "1193               赵立坚：美国侵犯人权五宗罪！  2021-04-07   \n",
       "1194       全球最有钱的20位富豪揭晓！中国最有钱的是他  2021-04-07   \n",
       "1195                  香港历史教材，有改动！  2021-04-07   \n",
       "\n",
       "                                                   link  \n",
       "0     http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "1     http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "2     http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "3     http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "4     http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "...                                                 ...  \n",
       "1191  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "1192  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "1193  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "1194  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "1195  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...  \n",
       "\n",
       "[1196 rows x 3 columns]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_url_out = pd.concat(l_df).reset_index(drop=True)\n",
    "df_url_out"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 将链接单独拿出，并转为列表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651044442&idx=1&sn=a22b68cd0ecbd00cbd7ca14760898604&chksm=4794b9b470e330a214e6c2e4991ca7c3bfabe4dc8ca156bd8c0bfc40e5869b2f33cce1fc8d14#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651044442&idx=2&sn=dc4033731d6e332a0f11e6a07fc488ee&chksm=4794b9b470e330a2a64b9baa94b46dd8704b472d6705d158fc12a75b24ca873fae266eb2f154#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651044442&idx=3&sn=8727d1cb957d7b0bfdbe10d103342007&chksm=4794b9b470e330a2255afd57a04a15696ffc3a4aaafcfe10d8261548a29aad1e60792790c250#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651044442&idx=4&sn=a816a4d2a26f2531ef7128262426269e&chksm=4794b9b470e330a2ee7b8cb6c516a41eef8f18a13168ca5f1938346f86f6b37aed1bd5e7758d#rd',\n",
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       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651044158&idx=1&sn=08359fd98a3a929cc23d9010d1ad79a2&chksm=4794bad070e333c6cf1ad0a9bbdf7615e2b25c40363b3c8e70ac9bfeb4bcd57344656331d314#rd',\n",
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       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651044007&idx=3&sn=0d2ae469d32ee134434deb863c925ad6&chksm=4794bb4970e3325f1b618fdb8a7b2fc0fe273a107ecaaf8b6e70651203b0c04723d6b5221e89#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651044007&idx=4&sn=26f341e5ddde30dbefae6fa73258fe4c&chksm=4794bb4970e3325f8b1aea042d5697bcddc856eb669a703cdfdd7dee3260fd63e7cd7491bae9#rd',\n",
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       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026863&idx=2&sn=184eac73add4a655eb5c62631760a5a9&chksm=4794764170e3ff573f95fd1760335a77574b8739303a2ba87f6af96eaa0eb62e597c7829fcb7#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026863&idx=3&sn=436ef326a4606cc6d4a625acc4c8bc56&chksm=4794764170e3ff577a56f559e601dd3d0fe0070393975284aff9a1683718b5a79216fb05430b#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026863&idx=4&sn=d8d1bfa43452b477fcb72c652f5f8b7b&chksm=4794764170e3ff57ca12c272460627a5e567e6d312cb7835f1964abbcf9dfa4a00b2d6db127e#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026863&idx=5&sn=1263cb0a566b85c335527001ff40a49b&chksm=4794764170e3ff57b91e551fc00fe9db7fe96196bb18d0bb9bbee1bfde89e778b81eb777595b#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026863&idx=6&sn=82ec065aa2fe4c53e978f906b492a3ed&chksm=4794764170e3ff5772f1311a03cb7f2f266605324a53a9de4987e0f6b159ec06b41de61a38ae#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026863&idx=7&sn=d0e0fa0dfbaaf4dc6fc91b18f493ca1d&chksm=4794764170e3ff57e931c156b0224d83b88f88561659b10968044d0c952395e1713a47f5b59c#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026863&idx=8&sn=7a74add8a8969b104bb7e86d7792d532&chksm=4794764170e3ff57f2434ede2ddd1d32927471d61c28b9b4aefc1863008cd6c3e401e1266d2d#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026636&idx=1&sn=931e803c5d943c4e80861f431a76ce3c&chksm=4794772270e3fe344b1540f662c0d668227c15a6303663365c9f00899ea1d6dc7b8aea7e06fc#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026636&idx=2&sn=c6d279809a504ba8f30eea8803311511&chksm=4794772270e3fe34061717076e4f0858eb43e45b526065d3582c679013397534641dfd38cd6f#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026636&idx=3&sn=bc9f89f82b943a50eccab0dac0b6961d&chksm=4794772270e3fe34072de406950faf41a1d17532d44d681ac259e95d55eb10334a34bdffe4a6#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026636&idx=4&sn=3f1b5992885ddb19663259e0fc86a7c7&chksm=4794772270e3fe34dce67e480d55f57928ccce830bf8ad72674a385a28f95b61bdc079111fc3#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026636&idx=5&sn=231f9cccde1df4b8489e483f587aeb84&chksm=4794772270e3fe345d028f9ea5716ceb241f700df8374721680a7b04588c6b70d0a298f301eb#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026636&idx=6&sn=8dff3e5b7da1f1cf1bdc1acd1f380105&chksm=4794772270e3fe34b5456c0dc89ae8fe2207ae8ce8255b99aa042c952d92416b8bcc9ad193b5#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026636&idx=7&sn=926a4606f034ae59c298b5139d887c21&chksm=4794772270e3fe3426d5b4c1b966cfd4ea7cefe587eb7eec6dca5add1eecebd90bebdc886c2d#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026636&idx=8&sn=5d6a3334ffe9cf47e668878dacc3c37b&chksm=4794772270e3fe34a403b4e3a395263e6c90f16d867433a109274b2a9a92d2f02589f94bd3d4#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026547&idx=1&sn=1d6c402368e7591fd4c1c50e0744c8b4&chksm=4794779d70e3fe8b4fa45165027c7b30375749f1491440be0ed855608ffc1e0b7b5858c00334#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026547&idx=2&sn=f1db1108c493dd335f15b2bcafdbe9a7&chksm=4794779d70e3fe8b80b3241721bb9d25580669aeea3e91f03df22ea47e1eab368bd1963a6022#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026547&idx=3&sn=f198c1fbe815ddeb25441d55d72d4287&chksm=4794779d70e3fe8b09f4003f84353b314e46461f20cd02d9db961543014b22f34f9729bbddfa#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026547&idx=4&sn=a8276aec770fa52b9884c3cc0c2d326a&chksm=4794779d70e3fe8bcfbfc0f3e2f258eb9b60732a4ed9660ab4e538eaba72102514bbb88b03c0#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026547&idx=5&sn=ed561a422cf46bb9265b0dccb1462fb9&chksm=4794779d70e3fe8b4152a648e44891c1662cd37386953af9c893d4f34e168eccf7315b5f83e3#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026547&idx=6&sn=3cc3b7fb1bf57a94b635346c81b77a5c&chksm=4794779d70e3fe8b5dfbc892deeabcf8a1f7a810dbe55df02513c2fa3e815ba1f9618795463a#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026547&idx=7&sn=8fda634bf91217641d4937b305e6b778&chksm=4794779d70e3fe8b3f39b6b007be6af5a02d861cbfa7ceb763831e68a501373e3e4ab98f1717#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026547&idx=8&sn=f09d689de60a4632b177fae05d535a70&chksm=4794779d70e3fe8b6fe7cc9864356dfc831cb56330623d8cdd9701d2c3db9d0d5b0c1821d64b#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026428&idx=1&sn=74f2038bbdc45ad9684ca6db3d83d0a2&chksm=4794701270e3f904fb2bde7afc6fba6a1c0a7c5f08f551c1dba6faf58d5dc530deac8c8a1ee2#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026428&idx=2&sn=98fddf05f6ae757407bd4e15ddf1b5b8&chksm=4794701270e3f9041299ebd9f28b1353c7ddac8ad966026bc9ea84f59bfeb174f4a917193b74#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ==&mid=2651026428&idx=3&sn=e70e30c3f9179c62957b7a2a56697697&chksm=4794701270e3f90475702ac4c2a39b9c0c41e71a06980c3dbb696704b5570b5d02fca512ccd0#rd',\n",
       " ...]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "link_group=df_url_out['link'].to_list()\n",
    "link_group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['#新冠疫情', '#南都广州']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "内容_xpath=r.html.xpath('//*[@id=\"js_content\"]//span/text()')\n",
    "话题_xpath=r.html.xpath('//*[@class=\"article-tag__item\"]/text()')\n",
    "display(话题_xpath)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 通过遍历链接，获取详细页内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>内容信息</th>\n",
       "      <th>话题</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>今天（27日）11点，广州卫健委发布了最新的疫情通报。据通报，2021年5月26日0时至24...</td>\n",
       "      <td>#新冠疫情#南都广州</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>昨日（5月26日），广州市荔湾区新型冠状病毒肺炎疫情防控指挥部发布通告，为进一步强化新冠肺炎...</td>\n",
       "      <td>#新冠疫情#南都广州</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>如果问孩子们“你最想要的儿童节礼物是什么？”从变身器到小猪佩奇他们五花八门的回答一定会让你怀...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>泰国孕妇坠崖案被告人提起上诉后，当地法院最近将被告人刑期由无期改为10年。5月26日，南都记...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>5月25日，深圳市发展和改革委员会发布，公开征求社会公众意见，有关单位和社会各界人士可在20...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1191</th>\n",
       "      <td>0</td>\n",
       "      <td>4月2日晚，深圳侨香村市民向南都记者反映，小区突发水管爆裂，电梯因灌水而被迫停运，楼道、地下...</td>\n",
       "      <td>#南都深圳</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1192</th>\n",
       "      <td>0</td>\n",
       "      <td>今天（4月7日），南都记者从广州番禺警方获悉，4月5日15时许，石壁派出所民警在工作中发现，...</td>\n",
       "      <td>#南都广州</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193</th>\n",
       "      <td>0</td>\n",
       "      <td>今天（4月7日），外交部发言人赵立坚主持例行记者会。就美国国务院发言人普赖斯的涉疆言论作出回...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1194</th>\n",
       "      <td>0</td>\n",
       "      <td>近日，《福布斯》正式公布2021全球亿万富豪榜，共2755名亿万富豪登上榜单，上榜人数破历史...</td>\n",
       "      <td>#南都经济</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1195</th>\n",
       "      <td>0</td>\n",
       "      <td>香港教育局早前决定，全港中学二年级中国历史科将于2021年9月起采用新课程大纲。近日，有港媒...</td>\n",
       "      <td>#南都香港</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1196 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index                                               内容信息          话题\n",
       "0         0  今天（27日）11点，广州卫健委发布了最新的疫情通报。据通报，2021年5月26日0时至24...  #新冠疫情#南都广州\n",
       "1         0  昨日（5月26日），广州市荔湾区新型冠状病毒肺炎疫情防控指挥部发布通告，为进一步强化新冠肺炎...  #新冠疫情#南都广州\n",
       "2         0  如果问孩子们“你最想要的儿童节礼物是什么？”从变身器到小猪佩奇他们五花八门的回答一定会让你怀...            \n",
       "3         0  泰国孕妇坠崖案被告人提起上诉后，当地法院最近将被告人刑期由无期改为10年。5月26日，南都记...            \n",
       "4         0  5月25日，深圳市发展和改革委员会发布，公开征求社会公众意见，有关单位和社会各界人士可在20...            \n",
       "...     ...                                                ...         ...\n",
       "1191      0  4月2日晚，深圳侨香村市民向南都记者反映，小区突发水管爆裂，电梯因灌水而被迫停运，楼道、地下...       #南都深圳\n",
       "1192      0  今天（4月7日），南都记者从广州番禺警方获悉，4月5日15时许，石壁派出所民警在工作中发现，...       #南都广州\n",
       "1193      0  今天（4月7日），外交部发言人赵立坚主持例行记者会。就美国国务院发言人普赖斯的涉疆言论作出回...            \n",
       "1194      0  近日，《福布斯》正式公布2021全球亿万富豪榜，共2755名亿万富豪登上榜单，上榜人数破历史...       #南都经济\n",
       "1195      0  香港教育局早前决定，全港中学二年级中国历史科将于2021年9月起采用新课程大纲。近日，有港媒...       #南都香港\n",
       "\n",
       "[1196 rows x 3 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_content=[]\n",
    "for url in link_group:\n",
    "    r=session.get(url)\n",
    "    内容_xpath=r.html.xpath('//*[@id=\"js_content\"]//span/text()')\n",
    "    话题_xpath=r.html.xpath('//*[@class=\"article-tag__item\"]/text()')\n",
    "    内容=''.join(内容_xpath)\n",
    "    话题=''.join(话题_xpath)\n",
    "    df=pd.DataFrame({\n",
    "        '内容信息':内容,\n",
    "        '话题':话题\n",
    "    },index=[0])\n",
    "    df_content.append(df)\n",
    "df_all=pd.concat(df_content).reset_index()\n",
    "display(df_all)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 合并表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "      <th>内容信息</th>\n",
       "      <th>话题</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>广州刚刚通报！本土昨日新增2例确诊+2例无症状感染者</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>今天（27日）11点，广州卫健委发布了最新的疫情通报。据通报，2021年5月26日0时至24...</td>\n",
       "      <td>#新冠疫情#南都广州</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>多图+视频现场直击！深夜，广州荔湾开展全区全员核酸检测</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>昨日（5月26日），广州市荔湾区新型冠状病毒肺炎疫情防控指挥部发布通告，为进一步强化新冠肺炎...</td>\n",
       "      <td>#新冠疫情#南都广州</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>孩子爱玩不爱学习？焦虑的家长们多半是没买对玩具！</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>如果问孩子们“你最想要的儿童节礼物是什么？”从变身器到小猪佩奇他们五花八门的回答一定会让你怀...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>孕妇泰国坠崖案，改判！</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>泰国孕妇坠崖案被告人提起上诉后，当地法院最近将被告人刑期由无期改为10年。5月26日，南都记...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>​重磅！深圳入户政策拟调整</td>\n",
       "      <td>2021-05-27</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>5月25日，深圳市发展和改革委员会发布，公开征求社会公众意见，有关单位和社会各界人士可在20...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1191</th>\n",
       "      <td>小区电梯变“水帘洞”，业主称像灾难片现场，物业回应</td>\n",
       "      <td>2021-04-07</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>4月2日晚，深圳侨香村市民向南都记者反映，小区突发水管爆裂，电梯因灌水而被迫停运，楼道、地下...</td>\n",
       "      <td>#南都深圳</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1192</th>\n",
       "      <td>广州一女子猛砸ATM，视频疯传！警方回应</td>\n",
       "      <td>2021-04-07</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>今天（4月7日），南都记者从广州番禺警方获悉，4月5日15时许，石壁派出所民警在工作中发现，...</td>\n",
       "      <td>#南都广州</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193</th>\n",
       "      <td>赵立坚：美国侵犯人权五宗罪！</td>\n",
       "      <td>2021-04-07</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>今天（4月7日），外交部发言人赵立坚主持例行记者会。就美国国务院发言人普赖斯的涉疆言论作出回...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1194</th>\n",
       "      <td>全球最有钱的20位富豪揭晓！中国最有钱的是他</td>\n",
       "      <td>2021-04-07</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>近日，《福布斯》正式公布2021全球亿万富豪榜，共2755名亿万富豪登上榜单，上榜人数破历史...</td>\n",
       "      <td>#南都经济</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1195</th>\n",
       "      <td>香港历史教材，有改动！</td>\n",
       "      <td>2021-04-07</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...</td>\n",
       "      <td>香港教育局早前决定，全港中学二年级中国历史科将于2021年9月起采用新课程大纲。近日，有港媒...</td>\n",
       "      <td>#南都香港</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1196 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            title create_time  \\\n",
       "0      广州刚刚通报！本土昨日新增2例确诊+2例无症状感染者  2021-05-27   \n",
       "1     多图+视频现场直击！深夜，广州荔湾开展全区全员核酸检测  2021-05-27   \n",
       "2        孩子爱玩不爱学习？焦虑的家长们多半是没买对玩具！  2021-05-27   \n",
       "3                     孕妇泰国坠崖案，改判！  2021-05-27   \n",
       "4                   ​重磅！深圳入户政策拟调整  2021-05-27   \n",
       "...                           ...         ...   \n",
       "1191    小区电梯变“水帘洞”，业主称像灾难片现场，物业回应  2021-04-07   \n",
       "1192         广州一女子猛砸ATM，视频疯传！警方回应  2021-04-07   \n",
       "1193               赵立坚：美国侵犯人权五宗罪！  2021-04-07   \n",
       "1194       全球最有钱的20位富豪揭晓！中国最有钱的是他  2021-04-07   \n",
       "1195                  香港历史教材，有改动！  2021-04-07   \n",
       "\n",
       "                                                   link  \\\n",
       "0     http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1     http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "2     http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "3     http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "4     http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "...                                                 ...   \n",
       "1191  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1192  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1193  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1194  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "1195  http://mp.weixin.qq.com/s?__biz=MTk1MjIwODAwMQ...   \n",
       "\n",
       "                                                   内容信息          话题  \n",
       "0     今天（27日）11点，广州卫健委发布了最新的疫情通报。据通报，2021年5月26日0时至24...  #新冠疫情#南都广州  \n",
       "1     昨日（5月26日），广州市荔湾区新型冠状病毒肺炎疫情防控指挥部发布通告，为进一步强化新冠肺炎...  #新冠疫情#南都广州  \n",
       "2     如果问孩子们“你最想要的儿童节礼物是什么？”从变身器到小猪佩奇他们五花八门的回答一定会让你怀...              \n",
       "3     泰国孕妇坠崖案被告人提起上诉后，当地法院最近将被告人刑期由无期改为10年。5月26日，南都记...              \n",
       "4     5月25日，深圳市发展和改革委员会发布，公开征求社会公众意见，有关单位和社会各界人士可在20...              \n",
       "...                                                 ...         ...  \n",
       "1191  4月2日晚，深圳侨香村市民向南都记者反映，小区突发水管爆裂，电梯因灌水而被迫停运，楼道、地下...       #南都深圳  \n",
       "1192  今天（4月7日），南都记者从广州番禺警方获悉，4月5日15时许，石壁派出所民警在工作中发现，...       #南都广州  \n",
       "1193  今天（4月7日），外交部发言人赵立坚主持例行记者会。就美国国务院发言人普赖斯的涉疆言论作出回...              \n",
       "1194  近日，《福布斯》正式公布2021全球亿万富豪榜，共2755名亿万富豪登上榜单，上榜人数破历史...       #南都经济  \n",
       "1195  香港教育局早前决定，全港中学二年级中国历史科将于2021年9月起采用新课程大纲。近日，有港媒...       #南都香港  \n",
       "\n",
       "[1196 rows x 5 columns]"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_汇总=pd.concat([df_url_out,df_all],axis=1)\n",
    "df_汇总=df_汇总.drop('index',axis=1)\n",
    "df_汇总"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 存为excel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pd.ExcelWriter('南方都市报.xlsx',mode='a',engine=\"openpyxl\") as writer:  \n",
    "            df_汇总.to_excel(writer, sheet_name='南方都市报内容')\n"
   ]
  }
 ],
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    "version": 3
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   "file_extension": ".py",
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
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   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
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